Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "37"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 37 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 49 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 47 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 37, Node N03:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459864 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.162108 -0.071559 -1.306636 -0.480855 -0.648997 0.031632 0.357904 18.028328 0.7134 0.6877 0.4162 nan nan
2459863 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.828599 0.126375 -0.199003 0.250704 -0.529114 1.105118 -0.067990 8.418721 0.7065 0.6755 0.4066 nan nan
2459862 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.505129 0.109032 0.118243 1.659147 -0.518390 -0.063710 0.099998 5.580293 0.6888 0.7103 0.4246 nan nan
2459861 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.091632 0.071966 0.470914 1.079200 0.186152 1.211126 0.038301 11.353072 0.7144 0.6887 0.4239 nan nan
2459860 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.246689 -0.019897 -1.011680 -0.898724 -1.173942 0.802637 -0.130916 11.273760 0.7232 0.6895 0.4169 nan nan
2459859 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.032210 0.045032 -0.315381 0.360597 -0.050724 1.166779 0.088202 6.693235 0.7286 0.6925 0.4108 nan nan
2459858 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.099815 0.214855 0.466834 0.989220 0.543723 1.258885 -0.129116 11.241277 0.7367 0.6989 0.4238 2.799463 2.492043
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.776011 10.565015 2.905512 2.489583 3.995461 3.457862 7.699439 11.379347 0.0233 0.0229 0.0005 nan nan
2459856 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.613749 0.600489 -0.413270 0.610979 -0.229479 0.109418 0.018459 9.988535 0.7299 0.7150 0.4083 2.746208 2.436463
2459855 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.502196 0.575206 -0.000453 0.641882 -0.893411 -0.542642 0.404982 9.715972 0.7157 0.7340 0.4374 3.073281 2.771609
2459854 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.420052 0.599079 -0.452957 0.204937 -0.860198 -0.103930 0.833057 15.674606 0.7279 0.7524 0.4485 2.893354 2.431022
2459853 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.540460 0.464540 0.423311 -0.427434 -0.907360 -0.315733 0.203476 18.323428 0.7525 0.7041 0.4291 2.977421 2.519719
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 1.62% 1.957973 2.068366 -0.526445 0.504581 -1.382469 -0.172250 -0.614946 0.990810 0.8374 0.8414 0.2437 3.031599 3.225787
2459851 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.218300 0.813757 1.255444 -0.300347 1.288562 -0.385743 0.083182 12.345258 0.7780 0.7653 0.3375 4.101474 3.558906
2459850 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.843044 0.365770 0.451554 -0.535204 -0.499165 -0.599047 0.091154 20.706827 0.7564 0.7709 0.3604 2.889766 2.523750
2459849 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.266172 0.984436 -0.438858 0.574260 -0.643034 -0.106244 1.106698 21.710717 0.7541 0.7618 0.3636 3.941524 3.152835
2459848 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459847 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.671990 1.299116 -0.893218 0.511590 -0.546218 0.459446 -0.409046 9.172283 0.7392 0.7020 0.4330 3.147894 2.830108
2459846 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.517293 0.825671 -0.856609 1.038547 0.204083 0.559222 0.243454 7.753208 0.8411 0.6894 0.4890 3.339501 2.705539
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.439618 2.005244 1.300837 -0.683265 0.245171 -0.139655 0.100519 9.688585 0.7400 0.7630 0.3816 2.118203 1.771286
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 32.212855 27.963924 24.126302 19.996515 2.849163 2.802785 12.537040 18.761344 0.0221 0.0220 0.0005 nan nan
2459843 digital_ok 100.00% 0.66% 0.66% 0.00% 100.00% 0.00% -0.253618 1.658188 -0.312856 1.206859 1.360756 0.954451 -0.626105 12.508689 0.7531 0.7597 0.3882 4.857968 4.017999
2459840 digital_ok 100.00% 100.00% 100.00% 0.00% - - 70.315765 53.546450 14.974431 13.745885 8.958693 3.222647 18.036792 11.615292 0.0200 0.0195 0.0005 nan nan
2459839 digital_ok 100.00% - - - - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459838 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.763893 0.923565 -0.870610 -0.925440 -1.446486 -0.718283 -0.284409 12.590167 0.7601 0.7103 0.3957 5.914891 5.185446
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0315 0.0312 0.0028 nan nan
2459835 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.528861 1.225718 1.363501 -0.495868 -0.323368 1.310653 0.905812 16.316542 0.0307 0.0319 0.0025 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - 7.950815 6.740684 4.635766 3.621781 2.091574 3.420366 6.484596 26.636970 0.0246 0.0241 0.0010 nan nan
2459832 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.010508 1.032189 -0.866199 -1.050903 -1.125110 -0.917545 0.287852 8.918733 0.8157 0.5343 0.5816 4.240514 3.424550
2459831 digital_ok 100.00% 100.00% 100.00% 0.00% - - 14.938500 10.583950 29.721429 27.259611 2.451502 1.273724 13.786471 7.924697 0.0216 0.0209 0.0007 nan nan
2459830 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.036104 1.076440 -1.123375 -0.646155 0.104331 0.239634 0.592988 25.430988 0.8144 0.5438 0.5639 5.207772 4.022814
2459829 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.980440 2.119847 1.057259 0.701528 -0.598020 -0.516678 1.096330 41.648591 0.7661 0.6700 0.4083 30.020803 24.674382
2459828 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.716983 1.586791 0.093236 0.551624 -0.764048 -0.444479 0.386254 35.774621 0.8104 0.5514 0.5460 5.629180 3.959219
2459827 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.472561 1.852696 -0.042946 0.649100 5.738380 -0.143484 -0.432270 8.503397 0.7709 0.6751 0.4088 14.500966 12.072840
2459826 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.354567 1.150706 -0.672278 -0.215193 1.379085 -0.323334 0.464032 21.261328 0.8058 0.5653 0.5240 5.499101 4.297642
2459825 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.223731 1.185799 -0.932771 -0.802441 -0.788481 -0.778823 -0.663294 1.732179 0.8040 0.5691 0.5280 1.942191 1.460380
2459824 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.129832 0.833752 -0.941438 -0.914670 -0.427810 -0.315375 -0.048540 14.189390 0.7431 0.7382 0.3617 7.662772 5.559644
2459823 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.105633 1.046897 -0.788229 -0.411650 -0.881893 -0.568030 -0.053923 21.387341 0.7743 0.6412 0.4601 50.472128 24.740967
2459822 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.573105 1.118846 0.837192 0.729519 -0.925838 -1.008403 -0.197259 3.481286 0.8029 0.5973 0.5102 2.031126 1.626320
2459821 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.509179 1.235745 0.109480 0.412723 -0.604660 -0.629687 -0.855800 1.841086 0.7958 0.6095 0.5167 1.897417 1.565018
2459820 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.850071 2.003460 0.691879 0.504993 -1.557712 -0.190899 0.047712 21.764947 0.7834 0.6980 0.4120 4.548832 4.100501
2459817 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.779741 1.408163 0.124903 0.431465 -0.976020 -0.311402 0.034283 2.254840 0.8069 0.6517 0.5067 3.389737 3.297890
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.206069 1.077283 -1.033048 -0.843635 -0.397914 -0.281676 0.161518 25.340625 0.8459 0.5936 0.5968 3.908752 3.410264
2459815 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.453756 0.924714 -1.008295 -0.684787 -0.834673 -1.031410 0.122985 17.181785 0.7997 0.6632 0.5163 3.139440 2.997296
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.332974 3.034936 0.220550 -0.078910 0.036058 0.630422 0.894171 38.524511 0.8053 0.7393 0.3826 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 37: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 18.028328 -0.071559 0.162108 -0.480855 -1.306636 0.031632 -0.648997 18.028328 0.357904

Antenna 37: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 8.418721 0.828599 0.126375 -0.199003 0.250704 -0.529114 1.105118 -0.067990 8.418721

Antenna 37: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 5.580293 0.505129 0.109032 0.118243 1.659147 -0.518390 -0.063710 0.099998 5.580293

Antenna 37: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 11.353072 0.071966 0.091632 1.079200 0.470914 1.211126 0.186152 11.353072 0.038301

Antenna 37: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 11.273760 0.246689 -0.019897 -1.011680 -0.898724 -1.173942 0.802637 -0.130916 11.273760

Antenna 37: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 6.693235 0.032210 0.045032 -0.315381 0.360597 -0.050724 1.166779 0.088202 6.693235

Antenna 37: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 11.241277 0.214855 0.099815 0.989220 0.466834 1.258885 0.543723 11.241277 -0.129116

Antenna 37: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok ee Shape 12.776011 10.565015 12.776011 2.489583 2.905512 3.457862 3.995461 11.379347 7.699439

Antenna 37: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 9.988535 0.613749 0.600489 -0.413270 0.610979 -0.229479 0.109418 0.018459 9.988535

Antenna 37: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 9.715972 0.575206 0.502196 0.641882 -0.000453 -0.542642 -0.893411 9.715972 0.404982

Antenna 37: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 15.674606 0.599079 0.420052 0.204937 -0.452957 -0.103930 -0.860198 15.674606 0.833057

Antenna 37: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 18.323428 0.464540 0.540460 -0.427434 0.423311 -0.315733 -0.907360 18.323428 0.203476

Antenna 37: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Shape 2.068366 1.957973 2.068366 -0.526445 0.504581 -1.382469 -0.172250 -0.614946 0.990810

Antenna 37: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 12.345258 1.218300 0.813757 1.255444 -0.300347 1.288562 -0.385743 0.083182 12.345258

Antenna 37: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 20.706827 0.843044 0.365770 0.451554 -0.535204 -0.499165 -0.599047 0.091154 20.706827

Antenna 37: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 21.710717 1.266172 0.984436 -0.438858 0.574260 -0.643034 -0.106244 1.106698 21.710717

Antenna 37: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 37: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 9.172283 1.299116 0.671990 0.511590 -0.893218 0.459446 -0.546218 9.172283 -0.409046

Antenna 37: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 7.753208 0.517293 0.825671 -0.856609 1.038547 0.204083 0.559222 0.243454 7.753208

Antenna 37: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 9.688585 2.005244 1.439618 -0.683265 1.300837 -0.139655 0.245171 9.688585 0.100519

Antenna 37: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok ee Shape 32.212855 32.212855 27.963924 24.126302 19.996515 2.849163 2.802785 12.537040 18.761344

Antenna 37: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 12.508689 1.658188 -0.253618 1.206859 -0.312856 0.954451 1.360756 12.508689 -0.626105

Antenna 37: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok ee Shape 70.315765 70.315765 53.546450 14.974431 13.745885 8.958693 3.222647 18.036792 11.615292

Antenna 37: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 37: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 12.590167 0.923565 0.763893 -0.925440 -0.870610 -0.718283 -1.446486 12.590167 -0.284409

Antenna 37: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 16.316542 1.225718 0.528861 -0.495868 1.363501 1.310653 -0.323368 16.316542 0.905812

Antenna 37: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 26.636970 6.740684 7.950815 3.621781 4.635766 3.420366 2.091574 26.636970 6.484596

Antenna 37: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 8.918733 1.010508 1.032189 -0.866199 -1.050903 -1.125110 -0.917545 0.287852 8.918733

Antenna 37: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok ee Power 29.721429 14.938500 10.583950 29.721429 27.259611 2.451502 1.273724 13.786471 7.924697

Antenna 37: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 25.430988 -0.036104 1.076440 -1.123375 -0.646155 0.104331 0.239634 0.592988 25.430988

Antenna 37: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 41.648591 2.119847 1.980440 0.701528 1.057259 -0.516678 -0.598020 41.648591 1.096330

Antenna 37: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 35.774621 1.586791 0.716983 0.551624 0.093236 -0.444479 -0.764048 35.774621 0.386254

Antenna 37: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 8.503397 1.472561 1.852696 -0.042946 0.649100 5.738380 -0.143484 -0.432270 8.503397

Antenna 37: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 21.261328 1.150706 0.354567 -0.215193 -0.672278 -0.323334 1.379085 21.261328 0.464032

Antenna 37: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 1.732179 1.185799 0.223731 -0.802441 -0.932771 -0.778823 -0.788481 1.732179 -0.663294

Antenna 37: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 14.189390 0.129832 0.833752 -0.941438 -0.914670 -0.427810 -0.315375 -0.048540 14.189390

Antenna 37: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 21.387341 1.046897 -0.105633 -0.411650 -0.788229 -0.568030 -0.881893 21.387341 -0.053923

Antenna 37: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 3.481286 0.573105 1.118846 0.837192 0.729519 -0.925838 -1.008403 -0.197259 3.481286

Antenna 37: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 1.841086 1.235745 0.509179 0.412723 0.109480 -0.629687 -0.604660 1.841086 -0.855800

Antenna 37: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 21.764947 0.850071 2.003460 0.691879 0.504993 -1.557712 -0.190899 0.047712 21.764947

Antenna 37: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 2.254840 0.779741 1.408163 0.124903 0.431465 -0.976020 -0.311402 0.034283 2.254840

Antenna 37: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 25.340625 1.077283 1.206069 -0.843635 -1.033048 -0.281676 -0.397914 25.340625 0.161518

Antenna 37: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 17.181785 0.924714 0.453756 -0.684787 -1.008295 -1.031410 -0.834673 17.181785 0.122985

Antenna 37: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 37: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 38.524511 3.034936 2.332974 -0.078910 0.220550 0.630422 0.036058 38.524511 0.894171
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